This notebook contains a set of analyses for analyzing Bahdom’s boardgamegeek collection. The bulk of the analysis is focused on building a user-specific predictive model to predict the games that the specified user is likely to own. This enables us to ask questions like, based on the games the user currently owns, what games are a good fit for their collection? What upcoming games are they likely to purchase?
We can look at a basic description of the number of games that the user owns, has rated, has previously owned, etc.
What years has the user owned/rated games from? While we can’t see when a user added or removed a game from their collection, we can look at their collection by the years in which their games were published.
We can look at the most frequent types of categories, mechanics, designers, and artists that appear in a user’s collection.
We’ll examine predictive models trained on a user’s collection for games published through 2020. How many games has the user owned/rated/played in the training set (games prior to 2020)?
username | dataset | period | games_owned | games_rated |
Bahdom | training | published before 2020 | 156 | 137 |
Bahdom | validation | published 2020 | 49 | 7 |
Bahdom | test | published after 2020 | 37 | 1 |
The main outcome we will be modeling for the user is owned, which refers to whether the user currently owns or has a previously owned a game in their collection. Our goal is to train a predictive model to learn the probability that a user will add a game to their collection based on its observable features. This amounts to looking at historical data and looking to find patterns that exist between features of games and games present in the user’s collection.
One of the models we trained was a decision tree, which looks for decision rules that can be used to separate games the user owns from games they don’t. The resulting model produces a decision corresponding to yes or no statements: to explain why the model predicts the user to own game, we start at the top of the tree and follow the rules that were learned from the training data.
Note: the tree below has been further pruned to make it easier to visualize.
Decision trees are highly interpretible models that are easy to train and can identify important interactions and nonlinearities present in the data. Individual trees have the drawback of being less predictive than other common models, but it can be useful to look at them to gain some understanding of key predictors and relationships found in the training data.
We can examine coefficients from another model we trained, which is a logistic regression with elastic net regularization (which I will refer to as a penalized logistic regression). Positive values indicate that a feature increases a user’s probability of owning/rating a game, while negative values indicate a feature decreases the probability. To be precise, the coefficients indicate the effect of a particular feature on the log-odds of a user owning a game.
Why did the model identify these features? We can make density plots of the important features for predicting whether the user owned a game. Blue indicates the density for games owned by the user, while grey indicates the density for games not owned by the user.
Binary predictors can be difficult to see with this visualization, so we can also directly examine the percentage of games in a user’s collection with a predictor vs the percentage of all games with that predictor.
% of Games with Feature | ||||
username | Feature | User_Collection | All_Games | Ratio |
Bahdom | Space Cowboys | 2.6% | 0.2% | 13.62 |
Bahdom | Renegade Game Studios | 3.2% | 0.4% | 8.18 |
Bahdom | Solo Solitaire Game | 19.9% | 3.2% | 6.20 |
Bahdom | Asmodee | 14.1% | 2.5% | 5.53 |
Bahdom | Pegasus Spiele | 11.5% | 2.2% | 5.34 |
Bahdom | Take That | 21.8% | 5.0% | 4.33 |
Bahdom | Crowdfunding Kickstarter | 39.7% | 12.4% | 3.20 |
Bahdom | Science Fiction | 20.5% | 7.5% | 2.74 |
Bahdom | Fantasy | 30.8% | 11.8% | 2.61 |
Bahdom | Kosmos | 3.8% | 2.0% | 1.94 |
Bahdom | Card Game | 46.8% | 29.4% | 1.59 |
Bahdom | Ravensburger | 3.8% | 2.5% | 1.57 |
Bahdom | Word Game | 3.2% | 2.3% | 1.42 |
Bahdom | Dice Rolling | 20.5% | 28.4% | 0.72 |
Bahdom | Wargame | 3.8% | 18.8% | 0.20 |
Bahdom | Puzzle | 0.0% | 2.8% | 0.00 |
Before predicting games in upcoming years, we can examine how well the model did and what games it liked in the training set. In this case, we used resampling techniques (cross validation) to ensure that the model had not seen a game before making its predictions.
Displaying the 100 games from the training set with the highest probability of ownership, highlighting in blue games the user has owned.
Rank | Published | ID | Name | Pr(Owned) | Owned |
1 | 2019 | 286096 | Tapestry | 0.882 | no |
2 | 2018 | 205896 | Rising Sun | 0.868 | no |
3 | 2016 | 167791 | Terraforming Mars | 0.862 | no |
4 | 2015 | 175878 | 504 | 0.806 | no |
5 | 2019 | 283863 | The Magnificent | 0.767 | no |
6 | 2019 | 270971 | Era: Medieval Age | 0.724 | no |
7 | 2017 | 174430 | Gloomhaven | 0.662 | no |
8 | 2017 | 220308 | Gaia Project | 0.650 | no |
9 | 2017 | 162886 | Spirit Island | 0.625 | yes |
10 | 2014 | 148228 | Splendor | 0.613 | yes |
11 | 2017 | 221805 | Breaking Bad: The Board Game | 0.599 | no |
12 | 2018 | 199792 | Everdell | 0.586 | no |
13 | 2019 | 284818 | Caylus 1303 | 0.556 | no |
14 | 2018 | 233080 | Book of Dragons | 0.550 | no |
15 | 2012 | 120677 | Terra Mystica | 0.523 | no |
16 | 2016 | 191189 | Aeon's End | 0.505 | no |
17 | 2009 | 45134 | Arcana | 0.484 | no |
18 | 2017 | 233078 | Twilight Imperium: Fourth Edition | 0.483 | yes |
19 | 2018 | 222509 | Lords of Hellas | 0.471 | no |
20 | 2016 | 286447 | Ultra Tiny Epic Kingdoms | 0.459 | no |
21 | 2013 | 144239 | Impulse | 0.455 | yes |
22 | 1995 | 13 | Catan | 0.443 | no |
23 | 2018 | 244711 | Newton | 0.414 | no |
24 | 2014 | 159508 | AquaSphere | 0.410 | no |
25 | 2012 | 122515 | Keyflower | 0.387 | no |
26 | 2018 | 256916 | Concordia Venus | 0.385 | no |
27 | 2016 | 176734 | The Manhattan Project: Energy Empire | 0.376 | no |
28 | 2014 | 164928 | Orléans | 0.375 | no |
29 | 2012 | 124742 | Android: Netrunner | 0.371 | yes |
30 | 2018 | 170604 | Renegade | 0.366 | no |
31 | 2011 | 96848 | Mage Knight Board Game | 0.359 | no |
32 | 2009 | 54043 | Jaipur | 0.350 | yes |
33 | 2016 | 205637 | Arkham Horror: The Card Game | 0.347 | yes |
34 | 2016 | 187645 | Star Wars: Rebellion | 0.346 | no |
35 | 2019 | 217576 | Hellenica: Story of Greece | 0.332 | no |
36 | 2013 | 143693 | Glass Road | 0.331 | no |
37 | 1997 | 42 | Tigris & Euphrates | 0.326 | no |
38 | 2019 | 266507 | Clank!: Legacy – Acquisitions Incorporated | 0.316 | yes |
39 | 2015 | 170216 | Blood Rage | 0.312 | no |
40 | 2014 | 155987 | Abyss | 0.311 | yes |
41 | 2010 | 73439 | Troyes | 0.306 | yes |
42 | 2019 | 265736 | Tiny Towns | 0.306 | no |
43 | 2014 | 154203 | Imperial Settlers | 0.302 | no |
44 | 2015 | 171630 | Drakon (Fourth Edition) | 0.294 | no |
45 | 2010 | 73171 | Earth Reborn | 0.293 | no |
46 | 2019 | 266936 | Slyville | 0.279 | no |
47 | 2012 | 121921 | Robinson Crusoe: Adventures on the Cursed Island | 0.277 | no |
48 | 2009 | 40692 | Small World | 0.272 | no |
49 | 2016 | 200147 | Kanagawa | 0.271 | no |
50 | 2019 | 264220 | Tainted Grail: The Fall of Avalon | 0.264 | no |
51 | 2019 | 257066 | Sierra West | 0.242 | no |
52 | 2015 | 156496 | March of the Ants | 0.235 | no |
53 | 2018 | 237182 | Root | 0.232 | yes |
54 | 2013 | 146278 | Tash-Kalar: Arena of Legends | 0.223 | no |
55 | 2017 | 224152 | Hemloch: Dark Promenade | 0.223 | no |
56 | 2014 | 157403 | Black Fleet | 0.222 | no |
57 | 2014 | 148951 | Tiny Epic Kingdoms | 0.218 | no |
58 | 2019 | 232956 | Omen: Fires in the East | 0.218 | no |
59 | 2019 | 295564 | Unmatched Game System | 0.217 | no |
60 | 2018 | 214032 | Founders of Gloomhaven | 0.214 | no |
61 | 2012 | 122522 | Smash Up | 0.212 | no |
62 | 2010 | 65200 | Asteroyds | 0.211 | no |
63 | 2014 | 136594 | Dragon's Hoard | 0.209 | no |
64 | 2011 | 68425 | Eminent Domain | 0.206 | no |
65 | 1982 | 2511 | Sherlock Holmes Consulting Detective: The Thames Murders & Other Cases | 0.204 | no |
66 | 2018 | 260561 | WARIGIN | 0.203 | no |
67 | 2019 | 285984 | Last Bastion | 0.199 | no |
68 | 1995 | 93 | El Grande | 0.199 | no |
69 | 2015 | 182028 | Through the Ages: A New Story of Civilization | 0.194 | no |
70 | 2016 | 176371 | Explorers of the North Sea | 0.191 | no |
71 | 2019 | 281946 | Aftermath | 0.189 | no |
72 | 2016 | 156858 | Black Orchestra | 0.188 | no |
73 | 2015 | 163968 | Elysium | 0.187 | yes |
74 | 2012 | 124044 | Tooth & Nail: Factions | 0.186 | no |
75 | 2019 | 285826 | Ultra-Tiny Epic Galaxies | 0.185 | yes |
76 | 2018 | 313010 | Cosmic Encounter: 42nd Anniversary Edition | 0.185 | no |
77 | 2019 | 253574 | Crusader Kings | 0.182 | no |
78 | 2018 | 247763 | Underwater Cities | 0.182 | no |
79 | 2015 | 176165 | Dale of Merchants | 0.182 | yes |
80 | 2008 | 39463 | Cosmic Encounter | 0.182 | no |
81 | 2014 | 157354 | Five Tribes | 0.176 | yes |
82 | 2015 | 127096 | Metal Adventures | 0.172 | no |
83 | 2017 | 201825 | Ex Libris | 0.168 | no |
84 | 2013 | 140620 | Lewis & Clark: The Expedition | 0.167 | no |
85 | 2019 | 272453 | KeyForge: Age of Ascension | 0.163 | no |
86 | 2010 | 25292 | Merchants & Marauders | 0.162 | no |
87 | 2018 | 218509 | Empires of the Void II | 0.162 | yes |
88 | 2018 | 245928 | Pax Emancipation | 0.162 | no |
89 | 2016 | 205398 | Citadels | 0.161 | no |
90 | 2015 | 182694 | Watson & Holmes | 0.159 | no |
91 | 2010 | 62219 | Dominant Species | 0.159 | no |
92 | 2013 | 136063 | Forbidden Desert | 0.159 | yes |
93 | 2016 | 169786 | Scythe | 0.158 | yes |
94 | 2014 | 156091 | Sons of Anarchy: Men of Mayhem | 0.157 | no |
95 | 2019 | 235555 | Bios: Origins (Second Edition) | 0.155 | no |
96 | 2019 | 283805 | To the Death! | 0.154 | no |
97 | 2005 | 18258 | Mission: Red Planet | 0.150 | no |
98 | 2019 | 262994 | Valda | 0.148 | no |
99 | 2015 | 181530 | Runebound (Third Edition) | 0.147 | no |
100 | 2017 | 192135 | Too Many Bones | 0.146 | no |
This section contains a variety of visualizations and metrics for assessing the performance of the model(s) during resampling. If you’re not particularly interested in predictive modeling, skip down further to the predictions from the model.
An easy way to examine the performance of classification model is to view a separation plot. We plot the predicted probabilities from the model for every game (from resampling) from lowest to highest. We then overlay a blue line for any game that the user does own. A good classifier is one that is able to separate the blue (games owned by the user) from the white (games not owned by the user), with most of the blue occurring at the highest probabilities (right side of the chart).
We can more formally assess how well each model did in resampling by looking at the area under the receiver operating characteristic curve. A perfect model would receive a score of 1, while a model that cannot predict the outcome will default to a score of 0.5. The extent to which something is a good score depends on the setting, but generally anything in the .8 to .9 range is very good while the .7 to .8 range is perfectly acceptable.
wflow_id | .metric | .estimator | .estimate |
GLM | roc_auc | binary | 0.91 |
Decision Tree | roc_auc | binary | 0.74 |
Another way to think about the model performance is to view its lift, or its ability to detect the positive outcomes over that of a null model. High lift indicates the model can much more quickly find all of the positive outcomes (in this case, games owned or played by the user), while a model with no lift is no better than random guessing. A gains chart is another way to view this.
While we are probably more interested in the lift provided by the models to evaluate their efficacy, we can also explore the optimal cutpoint if we wanted to define a hard threshold for identifying games a user will own vs not own.
The threshold we select depends on how we much we care about false positives (games the model predicts that the user does not own) vs false negatives (games the user owns that the model does not predict). We can toggle threshold to
Finally, we can understand the performance of the model by examining its calibration. If the model assigns a probability of 5%, how often does the outcome actually occur? A well calibrated model is one in which the predicted probabilities reflect the probabilities we would observe in the actual data. We can assess the calibration of a model by grouping its predictions into bins and assessing how often we observe the outcome versus how often our model expects to observe the outcome.
A model that is well calibrated will closely follow the dashed line - its expected probabilities match that of the observed probabilities. A model that consistently underestimates the probability of the event will be over this dashed line, be a while a model that overestimates the probability will be under the dashed line.
What games does the model think Bahdom is most likely to own that are not in their collection?
Published | ID | Name | Pr(Owned) | Owned |
2019 | 286096 | Tapestry | 0.882 | no |
2018 | 205896 | Rising Sun | 0.868 | no |
2016 | 167791 | Terraforming Mars | 0.862 | no |
2015 | 175878 | 504 | 0.806 | no |
2019 | 283863 | The Magnificent | 0.767 | no |
What games does the model think Bahdom is least likely to own that are in their collection?
Published | ID | Name | Pr(Owned) | Owned |
1876 | 521 | Crokinole | 0.000 | yes |
2001 | 2346 | DVONN | 0.001 | yes |
2003 | 7854 | YINSH | 0.002 | yes |
2018 | 255615 | GoodCritters | 0.002 | yes |
2015 | 172287 | Champions of Midgard | 0.003 | yes |
Top 25 games most likely to be owned by the user in each year, highlighting in blue the games that the user has owned.
rank | 2012 | 2013 | 2014 | 2015 | 2016 | 2017 | 2018 | 2019 |
1 | Terra Mystica | Impulse | Splendor | 504 | Terraforming Mars | Gloomhaven | Rising Sun | Tapestry |
2 | Keyflower | Glass Road | AquaSphere | Blood Rage | Aeon's End | Gaia Project | Everdell | The Magnificent |
3 | Android: Netrunner | Tash-Kalar: Arena of Legends | Orléans | Drakon (Fourth Edition) | Ultra Tiny Epic Kingdoms | Spirit Island | Book of Dragons | Era: Medieval Age |
4 | Robinson Crusoe: Adventures on the Cursed Island | Lewis & Clark: The Expedition | Abyss | March of the Ants | The Manhattan Project: Energy Empire | Breaking Bad: The Board Game | Lords of Hellas | Caylus 1303 |
5 | Smash Up | Forbidden Desert | Imperial Settlers | Through the Ages: A New Story of Civilization | Arkham Horror: The Card Game | Twilight Imperium: Fourth Edition | Newton | Hellenica: Story of Greece |
6 | Tooth & Nail: Factions | Patchistory | Black Fleet | Elysium | Star Wars: Rebellion | Hemloch: Dark Promenade | Concordia Venus | Clank!: Legacy – Acquisitions Incorporated |
7 | Exodus: Proxima Centauri | Warhammer: Diskwars | Tiny Epic Kingdoms | Dale of Merchants | Kanagawa | Ex Libris | Renegade | Tiny Towns |
8 | The Resistance: Avalon | Guilds of Cadwallon | Dragon's Hoard | Metal Adventures | Explorers of the North Sea | Too Many Bones | Root | Slyville |
9 | Clash of Cultures | Legacy: The Testament of Duke de Crecy | Five Tribes | Watson & Holmes | Black Orchestra | Wendake | Founders of Gloomhaven | Tainted Grail: The Fall of Avalon |
10 | Wiz-War (Eighth Edition) | Eight-Minute Empire: Legends | Sons of Anarchy: Men of Mayhem | Runebound (Third Edition) | Citadels | Altiplano | WARIGIN | Sierra West |
11 | Pax Porfiriana | Room 25 | King of New York | Hordes of Grimoor | Scythe | Smash Up: What Were We Thinking? | Cosmic Encounter: 42nd Anniversary Edition | Omen: Fires in the East |
12 | Love Letter | Hanamikoji | Roll for the Galaxy | A Game of Thrones: The Card Game (Second Edition) | Hit Z Road | The Godfather: Corleone's Empire | Underwater Cities | Unmatched Game System |
13 | Il Vecchio | Hegemonic | Onirim (Second Edition) | Epic PVP: Fantasy | Clank!: A Deck-Building Adventure | Sagrada | Empires of the Void II | Last Bastion |
14 | Rent a Hero | Burning Suns | Shipwrights of the North Sea | Supernova: A New Exodus | 13 Days: The Cuban Missile Crisis | Bargain Quest | Pax Emancipation | Aftermath |
15 | Space Cadets | Gravwell: Escape from the 9th Dimension | Akrotiri | Grimslingers | Eschaton | Legend of the Five Rings: The Card Game | Neon Gods | Ultra-Tiny Epic Galaxies |
16 | Archipelago | City of Iron | Continental Express | Burgle Bros. | Exceed Fighting System | Century: Spice Road | Star Realms: Frontiers | Crusader Kings |
17 | The Manhattan Project | Rococo | Eminent Domain: Microcosm | Hemloch: Midnight Edition | Smash Up: Cease and Desist | Clans of Caledonia | War Chest | KeyForge: Age of Ascension |
18 | Escape: The Curse of the Temple | BattleCON: Devastation of Indines | Battle of Durak | Bullfrogs | Siege of Sunfall | Tau Ceti: Planetary Crisis | Coimbra | Bios: Origins (Second Edition) |
19 | Descent: Journeys in the Dark (Second Edition) | Guildhall: Job Faire | Spurs: A Tale in the Old West | FUSE | Nova Aetas | Dungeon Time | Micropolis | To the Death! |
20 | Libertalia | Cappuccino | Viceroy | Pandemic Legacy: Season 1 | Turin Market | Pandemic: Rising Tide | KeyForge: Call of the Archons | Valda |
21 | Gentlemen Thieves | City of Remnants | Smash Up: Monster Smash | Keep | Agricola (Revised Edition) | Unfair | Donning the Purple | Aeon's End: Legacy |
22 | Kingdom of Solomon | Byzantio | Sheriff of Nottingham | Raptor | Inis | Lisboa | Pandemic: Fall of Rome | It's a Wonderful World |
23 | Coup | Ascension: Rise of Vigil | Three Kingdoms Redux | Dragon Racer | Greedy Greedy Goblins | Deca Slayer | Fireball Island: The Curse of Vul-Kar | Football Highlights 2052 |
24 | Kairo | Salmon Run | La Granja | T.I.M.E Stories | Yokohama | High Frontier (Third Edition) | The Binding of Isaac: Four Souls | Res Arcana |
25 | Divinare | Colonialism | Star Realms | The Gallerist | Aventuria: Adventure Card Game | Lazer Ryderz | The World of SMOG: Rise of Moloch | Tiny Epic Mechs |
This is an interactive table for the model’s predictions for the training set (from resampling).
We’ll validate the model by looking at its predictions for games published in 2020. That is, how well did a model trained on a user’s collection through 2020 perform in predicting games for the user in 2020?
username | outcome | dataset | method | .metric | .estimate |
Bahdom | owned | validation | GLM | roc_auc | 0.837 |
Bahdom | owned | validation | Decision Tree | roc_auc | 0.695 |
Table of top 50 games from 2020, highlighting games that the user owns.
Published | ID | Name | Pr(Owned) | Owned |
2020 | 184267 | On Mars | 0.690 | no |
2020 | 256317 | Guild Master | 0.529 | yes |
2020 | 292333 | Cowboys II: Cowboys & Indians Edition | 0.512 | no |
2020 | 291457 | Gloomhaven: Jaws of the Lion | 0.373 | no |
2020 | 296151 | Viscounts of the West Kingdom | 0.364 | no |
2020 | 293296 | Splendor: Marvel | 0.239 | no |
2020 | 256940 | Krosmaster: Blast | 0.203 | no |
2020 | 302465 | Obsidia | 0.202 | no |
2020 | 281655 | High Frontier 4 All | 0.200 | no |
2020 | 262274 | D6: Dungeons, Dudes, Dames, Danger, Dice and Dragons! | 0.192 | no |
2020 | 246900 | Eclipse: Second Dawn for the Galaxy | 0.191 | yes |
2020 | 299179 | Chancellorsville 1863 | 0.189 | no |
2020 | 233262 | Tidal Blades: Heroes of the Reef | 0.185 | no |
2020 | 316554 | Dune: Imperium | 0.180 | yes |
2020 | 207486 | Infinities: Defiance of Fate | 0.163 | no |
2020 | 299252 | Here to Slay | 0.151 | no |
2020 | 298572 | Cosmic Encounter Duel | 0.143 | no |
2020 | 315060 | Unmatched: Buffy the Vampire Slayer | 0.134 | yes |
2020 | 284742 | Honey Buzz | 0.134 | yes |
2020 | 314040 | Pandemic Legacy: Season 0 | 0.125 | no |
2020 | 294484 | Unmatched: Cobble & Fog | 0.122 | yes |
2020 | 256589 | Rallyman: GT | 0.116 | no |
2020 | 274072 | Omen: Heir to the Dunes | 0.112 | no |
2020 | 302310 | Nanaki | 0.112 | no |
2020 | 306481 | Tawantinsuyu: The Inca Empire | 0.110 | no |
2020 | 325635 | Unmatched: Little Red Riding Hood vs. Beowulf | 0.109 | yes |
2020 | 262208 | Dungeon Drop | 0.105 | yes |
2020 | 284777 | Unmatched: Jurassic Park – InGen vs Raptors | 0.104 | yes |
2020 | 283155 | Calico | 0.099 | yes |
2020 | 306735 | Under Falling Skies | 0.098 | no |
2020 | 233673 | Exploration | 0.094 | no |
2020 | 299317 | Aeon's End: Outcasts | 0.090 | no |
2020 | 309600 | Archers of Nand | 0.090 | no |
2020 | 282081 | The Zorro Dice Game | 0.089 | no |
2020 | 276205 | Philosophia: Dare to be Wise | 0.089 | no |
2020 | 248125 | Monumental | 0.089 | no |
2020 | 308652 | Age of Dogfights: WW1 | 0.089 | no |
2020 | 316750 | The Princess Bride Adventure Book Game | 0.080 | no |
2020 | 270109 | Iwari | 0.078 | yes |
2020 | 300322 | Hallertau | 0.077 | no |
2020 | 308416 | Tapeworm | 0.075 | no |
2020 | 294448 | Tea for 2 | 0.074 | no |
2020 | 295905 | Cosmic Frog | 0.074 | no |
2020 | 279537 | The Search for Planet X | 0.073 | no |
2020 | 306687 | Get Out of Colditz: The Card Game | 0.073 | no |
2020 | 299452 | Dale of Merchants 3 | 0.072 | yes |
2020 | 271055 | Dwellings of Eldervale | 0.072 | yes |
2020 | 293678 | Stellar | 0.070 | no |
2020 | 282922 | Windward | 0.069 | no |
2020 | 286534 | The Quick and the Undead | 0.067 | no |
We can then refit our model to the training and validation set in order to predict all upcoming games for the user.
Examine the top 100 upcoming games, highlighting in blue ones the user already owns.
Published | ID | Name | Pr(Owned) | Owned |
2022 | 310873 | Carnegie | 0.778 | no |
2022 | 331106 | The Witcher: Old World | 0.692 | no |
2023 | 347909 | Rogue Angels: Legacy of the Burning Suns | 0.653 | no |
2021 | 256680 | Return to Dark Tower | 0.585 | no |
2021 | 291572 | Oath: Chronicles of Empire and Exile | 0.512 | yes |
2021 | 338980 | Eastern Empires | 0.508 | no |
2022 | 326933 | Unmatched: Redemption Row | 0.408 | no |
2022 | 326937 | Unmatched: For King and Country | 0.408 | no |
2022 | 326934 | Unmatched: Hell's Kitchen | 0.408 | no |
2022 | 326936 | Unmatched: Teen Spirit | 0.408 | no |
2022 | 317511 | Tindaya | 0.376 | no |
2022 | 335764 | Unmatched: Battle of Legends, Volume Two | 0.360 | yes |
2022 | 349793 | Age of Rome | 0.347 | no |
2022 | 284778 | Unmatched: Jurassic Park – Dr. Sattler vs. T. Rex | 0.339 | no |
2021 | 266448 | Imperium: The Contention | 0.335 | yes |
2021 | 304985 | Dark Ages: Holy Roman Empire | 0.327 | no |
2021 | 295535 | Dark Ages: Heritage of Charlemagne | 0.327 | no |
2022 | 330950 | Age of Galaxy | 0.324 | no |
2022 | 295770 | Frosthaven | 0.323 | no |
2022 | 299106 | Fractal: Beyond the Void | 0.313 | no |
2021 | 298102 | Roll Camera!: The Filmmaking Board Game | 0.304 | no |
2021 | 343905 | Boonlake | 0.270 | no |
2021 | 336195 | League of Dungeoneers | 0.269 | no |
2023 | 337627 | Voidfall | 0.259 | no |
2021 | 285967 | Ankh: Gods of Egypt | 0.252 | no |
2023 | 351991 | Worldbreakers: Advent of the Khanate | 0.244 | no |
2021 | 295947 | Cascadia | 0.240 | no |
2021 | 316287 | Quest | 0.238 | no |
2022 | 305462 | The Age of Atlantis | 0.222 | no |
2021 | 275061 | Rulebenders | 0.219 | no |
2021 | 301366 | Caves of Rwenzori | 0.217 | no |
2021 | 303954 | Pax Viking | 0.215 | yes |
2022 | 354544 | Unmatched: Houdini vs. The Genie | 0.215 | no |
2021 | 313841 | Lunar Base | 0.214 | no |
2022 | 283137 | Human Punishment: The Beginning | 0.210 | no |
2021 | 333348 | Dirge: The Rust Wars | 0.206 | no |
2021 | 291859 | Riftforce | 0.200 | no |
2022 | 300217 | Merchants of the Dark Road | 0.197 | yes |
2021 | 319263 | One Card Dungeon | 0.196 | no |
2021 | 330608 | Cryo | 0.191 | yes |
2022 | 305096 | Endless Winter: Paleoamericans | 0.188 | no |
2021 | 331787 | Tiny Epic Dungeons | 0.187 | no |
2022 | 319807 | Shogun no Katana | 0.186 | no |
2021 | 309250 | Empyrean Hero: The Card Game | 0.185 | no |
2021 | 249277 | Brazil: Imperial | 0.183 | no |
2022 | 317321 | Darkest Dungeon: The Board Game | 0.171 | no |
2021 | 260524 | Beyond Humanity: Colonies | 0.167 | no |
2022 | 342900 | Earthborne Rangers | 0.167 | no |
2022 | 349067 | The Lord of the Rings: The Card Game – Revised Core Set | 0.160 | no |
2022 | 322524 | Bardsung | 0.155 | no |
2021 | 339789 | Welcome to the Moon | 0.151 | no |
2021 | 283387 | Rocketmen | 0.151 | no |
2021 | 331549 | MiniQuest Adventures | 0.150 | no |
2021 | 342942 | Ark Nova | 0.146 | no |
2021 | 318996 | Welcome to Sysifus Corp | 0.141 | no |
2023 | 298086 | The Fog: Escape from Paradise | 0.138 | no |
2022 | 332393 | Bridge City Poker | 0.137 | no |
2021 | 281676 | Galactic Era | 0.137 | no |
2022 | 273814 | Deliverance | 0.134 | no |
2022 | 281647 | Stellaris: Infinite Legacy | 0.132 | no |
2021 | 263222 | Shards of the Jaguar | 0.129 | no |
2021 | 309319 | Apogee | 0.128 | no |
2022 | 318838 | Quests & Cannons: The Risen Islands | 0.121 | no |
2022 | 346199 | A Game of Thrones: B'Twixt | 0.120 | no |
2022 | 356768 | Bloc by Bloc: Uprising | 0.119 | no |
2022 | 251661 | Oathsworn: Into the Deepwood | 0.119 | no |
2021 | 331212 | Aeon's End: Legacy of Gravehold | 0.118 | no |
2021 | 308566 | Nova Lux | 0.116 | no |
2021 | 290236 | Canvas | 0.116 | yes |
2022 | 331401 | Dog Park | 0.115 | no |
2022 | 294880 | Chai: Tea for 2 | 0.115 | no |
2021 | 319792 | Fly-A-Way | 0.115 | no |
2021 | 313730 | Harsh Shadows | 0.114 | yes |
2022 | 345584 | Mindbug | 0.112 | no |
2022 | 320718 | Hidden Leaders | 0.110 | no |
2022 | 284842 | So, You've Been Eaten | 0.110 | no |
2021 | 334307 | Clash of Decks: Starter Kit | 0.110 | no |
2022 | 319910 | Pagan: Fate of Roanoke | 0.110 | no |
2021 | 295785 | Euthia: Torment of Resurrection | 0.109 | no |
2022 | 338067 | 6: Siege – The Board Game | 0.109 | no |
2022 | 345868 | Federation | 0.108 | no |
2022 | 338460 | The Isle of Cats: Explore & Draw | 0.108 | no |
2022 | 334065 | Verdant | 0.108 | no |
2022 | 304051 | Creature Comforts | 0.108 | no |
2021 | 327711 | It's a Wonderful Kingdom | 0.107 | no |
2021 | 307862 | Dollars to Donuts | 0.107 | no |
2021 | 306202 | Philosophia: Floating World | 0.105 | no |
2021 | 298229 | Steampunk Rally Fusion | 0.105 | no |
2021 | 324242 | Sheepy Time | 0.104 | yes |
2022 | 308028 | Drop Drive | 0.104 | no |
2021 | 340237 | Wonder Book | 0.103 | no |
2021 | 331635 | Kameloot | 0.103 | no |
2021 | 339906 | The Hunger | 0.100 | no |
2021 | 345976 | System Gateway (fan expansion for Android: Netrunner) | 0.099 | no |
2021 | 337324 | A.D.E.L.E. | 0.097 | no |
2021 | 292126 | Excavation Earth | 0.096 | no |
2021 | 340909 | Gloomholdin' | 0.096 | no |
2022 | 280726 | Legacies | 0.093 | no |
2022 | 311988 | Frostpunk: The Board Game | 0.093 | no |
2021 | 265635 | Space Race | 0.091 | no |